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Barbara Hershey and Naveen Andrews Back On

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 Scott Wintrow/Getty Images

After bidding farewell to Lost last year, Naveen Andrews, 42, seems to have rediscovered his romance to longtime girlfriend Barbara Hershey.

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The twosome, who announced last May that they had separated six months earlier, were seen walking hand-in-hand at the BAFTA Tea Party at L.A.'s Four Seasons Saturday.

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And while the Black Swan actress, 62, played it coy with in late November when asked if she was dating someone — "Oh, I don't know about that," she replied — onlookers say the pair seemed smitten at the pre-Golden Globes event.

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"He was dragging her about from person to person," a witness tells Us, adding, "She introduced him to people as her boyfriend."

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